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After applying a semantic matching algorithm and obtaining the candidate instances, by analyzing the behavioral signature of the patterns, in the second phase, final matches will be obtained.
For each of the latter three entirely novel concept classes, we created a more extensive annotated corpus through the use of NaCTeM's 'accelerated annotation' (Acela) interface Through this interface, the domain expert iteratively and interactively worked with the system to annotate candidate instances of an entity class, in a setting similar to active learning.
Considering my remark of the performance of the ML method with tri-occurrence-based candidate instances: the definition of candidate instances was unclear to me before.
Major questions/remarks How exactly are candidate instances, relations and relation triggers defined?
COMMENT: "How exactly are candidate instances, relations and relation triggers defined?" RESPONSE: Description for candidate instances, and relation trigger is provided in Named entities annotation sub-section in Methods.
Finally, how would the ML method perform if you would give it only tri-occurrence-based candidate instances?
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We further improve on this approach by introducing the Semantic Label Propagation (SLP) method, which uses the similarity between low-dimensional representations of candidate training instances to again extend the (filtered) training set in order to increase recall while maintaining high precision.
On the basis of the operations' requirements, the Amazon EC2 candidate VM instances are presented in Table 2.
The libraries were compared with the masked E. festucae genome contigs using hmmpfam (from HMMER2), explicitly searching both forward and reverse strands in separate searches; positive, nonzero scoring hits were flagged as candidate MITE instances.
Next to the pink-skinned complexion of the Green candidate, for instance, the Libertarian candidate stood out.
Despite public denials, the mayor has privately suggested scenarios in which he might be a viable candidate: for instance, if the opposing major party candidates are poles apart, like Mike Huckabee, a Republican, versus Barack Obama or John Edwards as the Democratic nominee.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com